Shopify AI Toolkit Wrapper
jeremylongshore/tons-of-skills-marketplace
Integrate Shopify's AI Toolkit MCP server with Claude Code for GraphQL validation, Liquid linting, and documentation search.
Hunt bugs in the Beancount.io remote MCP server by driving the real POST /api-gateway/mcp endpoint with JSON-RPC and real MCP clients, checking transport, discovery, credential boundaries, tool and…
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcp --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .claude/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .claude/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcpType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .agents/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .agents/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .cursor/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .cursor/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/bex-co/beancount-io.git --path .agents/skills/qa-find-bugs-mcp--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .gemini/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .gemini/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcpInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .github/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .github/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bex-co/beancount-io qa-find-bugs-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bex-co/beancount-io.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/qa-find-bugs-mcp .opencode/skills/qa-find-bugs-mcp && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "qa-find-bugs-mcp" agent skill from https://github.com/bex-co/beancount-io/tree/main/.agents/skills/qa-find-bugs-mcp into .opencode/skills/qa-find-bugs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-find-bugs-mcp", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
qa-find-bugs-mcpHunt bugs in the Beancount.io remote MCP server by driving the real POST /api-gateway/mcp endpoint with JSON-RPC and real MCP clients, checking transport, discovery, credential boundaries, tool and…
QA Find Bugs MCP is an agent skill from bex-co/beancount-io. Hunt bugs in the Beancount.io remote MCP server by driving the real POST /api-gateway/mcp endpoint with JSON-RPC and real MCP clients, checking transport, discovery, credential boundaries, tool and resource results, the result envelope and prompts against REST/GraphQL controls, reproducing failures, tracing root causes, and deduplicating findings. Use for MCP QA or an agent-endpoint bug hunt. Skip ordinary code review, bug implementation, browser, native-mobile, and CLI QA.
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `evals/evals.json`).
It sits in Backend & APIs, covering MCP servers, Debugging and Microservices. It works with Model Context Protocol and GraphQL. The repository describes itself as: 💰 Double-entry bookkeeping made easy — plain-text accounting for humans and AI agents. Polished iOS & Android app built with React Native + Expo. The licence is MIT.
Read from SKILL.md and the folder at commit 0227141. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
yarnnodeFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
beancount.ioFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
QA_MCP_TOKENBEANCOUNT_MCP_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
QA Find Bugs MCP loads about 3.1k tokens when it runs. Until then it costs about 124 tokens; SKILL.md has 1,546 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from bex-co/beancount-io at commit 0227141, republished under its MIT licence (© bex-co). 1,546 words, ~3,075 tokens.
.claude/skills/qa-find-bugs-mcp/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Read the shared QA contract first, then
backend-cluster/backend-v2/AGENTS.md, backend-cluster/backend-v2/docs/mcp.md
(the customer contract: tools, resources, prompts, envelope, failure codes),
ADR 0007 (docs/adrs/ADR007-backend-v2-mcp-surface.md, the endpoint contract)
and ADR 0008 (surface parity). Exercise the real endpoint over HTTP; unit tests
and source inspection support a finding but do not replace a live journey.
Arguments: optional base URL, journey names, ledger owner/name, wN,
SHIP=1, DRY_RUN=1. Default to https://beancount.io and report mode.
A base URL changes the deployment under test; record the server name and
version initialize reports and whether it matches local HEAD before calling a
source fix missing from production. DRY_RUN=1 still allows disposable writes
on a designated QA ledger needed to reproduce bugs.
Record branch, HEAD, dirty files, Node version, target base URL, the
initialize response's serverInfo and negotiated protocolVersion, the
credential kind (API key or OAuth token), its scopes and pin, and the chosen
synthetic ledger. Never record the credential itself.
The endpoint is POST {base}/api-gateway/mcp. Send
Accept: application/json, text/event-stream, a JSON content type and
MCP-Protocol-Version. Responses may be SSE-framed; parse data: lines
rather than assuming one JSON document. The server is stateless: every POST
is independent, initialize is not a prerequisite for a call, and there is
no session id.
Make requests with the bundled helper so the credential never reaches argv, a transcript or a tool call:
node .agents/skills/qa-shared/scripts/qa-mcp.mjs [--credentials-file FILE] [--url URL] <command>Commands: initialize, tools-list, resources-list, prompts-list,
call <tool> [json], read <uri>, prompt <name> [json],
rpc <method> [json], and raw --method GET|DELETE|POST [--accept TEXT] [--body TEXT] for transport checks. --anonymous omits the credential. It
reads QA_MCP_TOKEN (falling back to BEANCOUNT_MCP_TOKEN) from the
environment or --credentials-file (not --env-file, which Node itself
consumes after the script path), prints status, an allowlist of headers and the parsed
JSON-RPC messages, redacts bcio_ prefixes and the token value, exits 2
for usage or credential problems and 3 for network failures or hangs. Run
it from the repo root; --url defaults to the production endpoint and
accepts HTTP only on loopback.
Use a user-designated QA credential: a bcio_ key minted on a dedicated QA
account for a synthetic ledger, ideally one read/write key pinned to the
ledger and one ledger.read key on the same ledger, both short-lived. Ask
for the variable names or environment-file path, never for the value. Do not
mint keys on, or point tools at, a personal account or ledger. Browser
cookies from qa-login.mjs are not MCP credentials; the endpoint refuses
them by design.
Without a credential, continue the anonymous transport and discovery checks and mark every authenticated journey unverified.
Disposable writes, accounts and admin journeys belong on the already running
local deploy/docker-mac stack (http://localhost:42601, see its README for
ports and DEV_PREMIUM_USER_IDS for local key minting). Use it only when it
is already up; .pm/DO_NOT_DO.md forbids provisioning a second stack for
MCP testing. Label local results as local, with the backend image or HEAD
they ran.
yarn mcp:conformance <base-url> [--token …] [--read-only-token …] inside
backend-cluster/backend-v2/ runs ADR 0007's checklist and only observes;
run it first against the target and treat a failed check as a candidate.
yarn mcp:agent-eval drives real Claude Code and Codex sessions and is
billed; run it only when the user asks for client journeys.
Store evidence under the gitignored repo-root .tmp/qa-<date>/: the exact
helper command, sanitized request and response, status, headers and
timings. Bound every request with a timeout; a hang is a result.
Use selected journey names to narrow this table; otherwise survey the surface and deepen the journeys that show failures. Report each skipped group and why.
| Journey | Observable promise |
|---|---|
| transport | Anonymous POST returns 401 with WWW-Authenticate: Bearer resource_metadata=…, and that URL returns 200 with an RFC 9728 document naming an authorization server that also resolves. Authenticated GET/DELETE return 405 with Allow: POST and complete; anonymous GET still returns 401. Missing Accept values or a wrong content type fail before tool execution. A notification returns 202; an unknown method returns a JSON-RPC error. /mcp behaves as docs/mcp.md states. |
| discovery | initialize negotiates each supported protocol version and returns serverInfo and instructions. tools/list, resources/templates/list and prompts/list match the documented inventory: every tool has a title, description, inputSchema and an object outputSchema; names are unique; prompt arguments are declared; resources/list emptiness is documented. Compare with mcp-tools.ts, mcp-resources.ts, mcp-prompts.ts. |
| boundaries | A ledger.read key gets isError: true with FORBIDDEN on every write and admin tool, never a success or an internal error. A pinned key naming another ledger is refused; an unpinned key without ledger is refused with a hint naming listLedgers; resource URIs obey the same pin. A revoked or expired credential fails on the next request with UNAUTHENTICATED or 401. A browser session cookie is refused with the discovery hint. |
| reads | runBqlQuery and runBqlQueryStructured agree with REST query and GraphQL queryShell on rows, columns, decimals and dates; structuredContent and the text block describe the same result. listLedgers paging, checkLedger, getLedgerContext, getEntryContext, listLedgerFiles and readLedgerFiles line ranges match ledger contents and their REST counterparts. Empty, missing and forbidden cases return the documented code, not an empty success. |
| resources | Vocabulary, analysis, journal, statement and file templates expand as documented, including reserved {+path}, query parameters and JSON-encoded array filters. MIME types and contents shapes match the doc; a failure is a JSON-RPC error whose data.code matches the table, with the message unprefixed. Each read matches the REST route with the same suffix. |
| writes | dry_run previews leave the ledger unchanged in a fresh request and in REST. appendLedgerText inserts in date order and checkLedger stays clean; addLedgerEntries refuses unbalanced input with UNBALANCED and honors allowInvalid; editLedgerFiles batches create/update/delete into one commit; editEntrySource returns CONFLICT on a stale sha256sum; renameLedgerFile preserves content. Verify persistence through readLedgerFiles and REST, and confirm exactly one commit per operation. |
| prompts | prompts/get returns each playbook; malformed month or ledger is refused; every tool and beancount:// URI the text cites exists in this deployment's lists; a pinned credential is told its ledger. Compare served text with mcp-prompts.ts and classify a difference as deployment lag. |
| envelope | Every failure carries isError: true and { ok: false, error: { code, message, hint } }; success carries { ok: true, result }; retryAfter appears only with RATE_LIMITED. Missing required arguments are BAD_USER_INPUT, not INTERNAL_SERVER_ERROR. Unexpected errors are masked in production; a DomainError keeps its message. ok and isError never disagree. |
| limits | The handshake methods are not charged; write budgets are smaller than read budgets; RATE_LIMITED names retryAfter. Probe at human pace with a few extra calls, never a flood, and never against production for write budgets. |
| account | manageLedgerCollaborators, manageLedgers, setLedgerStar and account resources honor scopes and relationships. API-key and SSH-key management, account deletion, and plan tiers and usage are deliberately absent from MCP (ADR 019, 2026-10-09 amendment); their absence is not a bug, and their presence on a deployment is either deployment lag or a regression. Create or delete only qa-<yyyymmdd>- resources on the designated QA account; never change collaborators, banks or billing on a pre-existing account. |
| clients | Only when requested: a real Claude Code or Codex session connects with a bearer key, lists the same tools, exposes the four prompts, and completes a read journey; yarn mcp:agent-eval is the deep, billed harness. Record client versions and cost. |
After a surprising response, capture the full sanitized exchange, then repeat
it in a fresh request. Compare with the same operation on REST
(/api-gateway/v1/…) or GraphQL using the same credential where the surface
accepts it; a discrepancy is a parity candidate owned by backend-v2, not
automatically an MCP bug. Distinguish BAD_USER_INPUT, NOT_FOUND,
FORBIDDEN, UNAUTHENTICATED, PREMIUM_REQUIRED, RATE_LIMITED,
SERVICE_UNAVAILABLE and INTERNAL_SERVER_ERROR before naming a defect. A
Cloudflare or bot-protection page is not an application error.
Reproduce from a fresh request with the same credential kind and target, and
check a nearby working control (another tool, the REST route, or a second
ledger). Documented behaviors are not bugs: 405 on authenticated GET, an
empty resources/list, SSE framing, a loosened published outputSchema,
PREMIUM_REQUIRED on a free account, and error text that states a limit
without naming a plan. Deployment lag is not a bug either: when the served
inventory or prompt text differs from HEAD, cite the commit that already
changed it.
Trace the route in src/features/ai-agent/api/mcp-route.ts (identity, pin,
method set), the registry and result wrapper in
src/server/api/composition-root.ts, tool descriptors in mcp-tools.ts and
src/features/ai-agent/tools/, resources in mcp-resources.ts and
mcp-resource-template.ts, error translation in mcp-errors.ts and
mcp-result-text.ts, prompts in mcp-prompts.ts, the op table in
src/server/api/op-class.ts, the limiter in rate-limit.ts and the
protected services the adapters delegate to. Existing suites to compare with:
mcp-route-methods, mcp-errors, mcp-output-schema, mcp-prompt-list,
mcp-tool-list, mcp-resources-list, surface-parity and the *-parity
contract tests. A proposed fix names the owning package and, per the parity
workflow, every eligible REST/GraphQL/MCP surface it must change together.
Apply the shared root-cause, caller search, board/history dedupe and optional
pm/ship steps. In the finding record, replace route/device evidence with
base URL, serverInfo, protocol version, credential kind, scopes and pin
(never the value), the exact helper command or JSON-RPC body, status,
relevant headers, the sanitized response and the REST/GraphQL control. Include
a minimal synthetic reproducer in public filing text.
Finish with findings by severity, coverage/skips, dedupe/filing status, and
cleanup: revoke keys minted by this run, delete only qa-<yyyymmdd>-
resources, and report anything left behind. Do not implement fixes unless
requested; if requested, add contract coverage through the adapters and run
yarn typecheck, yarn test and yarn generate-v1-openapi inside
backend-cluster/backend-v2/ before handoff.
© bex-co, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in .agents/skills/qa-find-bugs-mcp of bex-co/beancount-io.
Open the folder on GitHubat commit 0227141
QA Find Bugs MCP next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| QA Find Bugs MCP this skillbex-co/beancount-io | 297 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Shopify AI Toolkit Wrapperjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Shopifyasgeirtj/system_prompts_leaks | 69k | — | ~2k | Automated safety check: Pass | CC0-1.0 | |
| MondayLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.3k | Automated safety check: Pass | MIT | |
| Build Error AdapterArcadeAI/arcade-mcp | 1k | — | ~2k | Automated safety check: Pass | MIT | |
| SpikardGoldziher/spikard | 124 | — | ~799 | Automated safety check: Pass | MIT |
jeremylongshore/tons-of-skills-marketplace
Integrate Shopify's AI Toolkit MCP server with Claude Code for GraphQL validation, Liquid linting, and documentation search.
asgeirtj/system_prompts_leaks
Set up and operate a Shopify store with Shopify's official MCP server (the installed shopify command, NOT the npm Shopify CLI).
LeoYeAI/openclaw-master-skills
Manage monday.com boards, items, columns, groups, updates, and workflows via MCP server (preferred) and GraphQL API (fallback).
ArcadeAI/arcade-mcp
Build new Arcade error adapters from scratch using public Arcade TDK patterns.
Goldziher/spikard
Scaffold Spikard projects and generate code from OpenAPI, AsyncAPI, OpenRPC, GraphQL, and Protobuf schemas using the Spikard CLI or its MCP server.
github/awesome-copilot
Debug failing Power Automate cloud flows using the FlowStudio MCP server.
bex-co/beancount-io
Close an accounting period in a Beancount ledger by reconciling each active account through beancount-reconcile, checking assertions and recurring gaps, reviewing flags, then proposing a commit with…
bex-co/beancount-io
Import a bank or card CSV, OFX/QFX, or QIF export into an existing Beancount ledger.
bex-co/beancount-io
Write or repair a reusable Beangulp importer from a sample bank export, with reviewed golden files and a passing test harness.
bex-co/beancount-io
Scaffold a new Beancount ledger with bea init and validation, with optional Fava browser setup when requested.
bex-co/beancount-io
Record a described options trade or lifecycle event as validated Beancount transactions through bea, after review and confirmation.
bex-co/beancount-io
Reconcile one Beancount account against a CSV statement or pasted PDF text.
Works with
Categories
Hunt bugs in the Beancount.io remote MCP server by driving the real POST /api-gateway/mcp endpoint with JSON-RPC and real MCP clients, checking transport, discovery, credential boundaries, tool and…. QA Find Bugs MCP is an agent skill from bex-co/beancount-io.io remote MCP server by driving the real POST /api-gateway/mcp endpoint with JSON-RPC and real MCP clients, checking transport, discovery, credential boundaries, tool and resource results, the result envelope and prompts against REST/GraphQL controls, reproducing failures, tracing root causes, and deduplicating findings.
QA Find Bugs MCP fits situations like: an agent-endpoint bug hunt; tasks that involve MCP servers; tasks that involve Debugging.
Run `npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a claude-code`. Or copy the skill folder (.agents/skills/qa-find-bugs-mcp in bex-co/beancount-io) into .claude/skills/qa-find-bugs-mcp in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a codex`. Or copy the skill folder (.agents/skills/qa-find-bugs-mcp in bex-co/beancount-io) into .agents/skills/qa-find-bugs-mcp in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bex-co/beancount-io --skill qa-find-bugs-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qa-find-bugs-mcp, .gemini/skills/qa-find-bugs-mcp, .github/skills/qa-find-bugs-mcp and .opencode/skills/qa-find-bugs-mcp in your project.
Going by SKILL.md and its folder, QA Find Bugs MCP needs the command-line tools its instructions call (yarn and node) and credentials named QA_MCP_TOKEN and BEANCOUNT_MCP_TOKEN. Our summary lists: Docker; A credential in QA_MCP_TOKEN; A credential in BEANCOUNT_MCP_TOKEN.
SKILL.md names 1 domain. In commands or code: beancount.io; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
QA Find Bugs MCP is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.1k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with QA Find Bugs MCP: Shopify AI Toolkit Wrapper (jeremylongshore/tons-of-skills-marketplace, 2.8k stars), Shopify (asgeirtj/system_prompts_leaks, 69k stars), Monday (LeoYeAI/openclaw-master-skills, 2.2k stars) and Build Error Adapter (ArcadeAI/arcade-mcp, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
bex-co (a GitHub organization) maintains it in bex-co/beancount-io, which has 297 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 11, 2026.
Source: bex-co/beancount-io on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.