Transcript Fixer
daymade/claude-code-skills
Corrects ASR/STT transcription errors — homophones, garbled terms, person-name errors, mixed Chinese/English — with dictionary rules plus Claude's built-in AI, no external API key required.
Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts…
Install Call Transcript Reliability Gate
$ npx skills add CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gate --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/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/call-transcript-reliability-gate .claude/skills/call-transcript-reliability-gate && 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 "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .claude/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gateType 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 CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/call-transcript-reliability-gate .agents/skills/call-transcript-reliability-gate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .agents/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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 CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/call-transcript-reliability-gate .cursor/skills/call-transcript-reliability-gate && 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 "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .cursor/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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/CALLE-AI/awesome-phone-call-agents.git --path skills/call-transcript-reliability-gate--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 CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/call-transcript-reliability-gate .gemini/skills/call-transcript-reliability-gate && 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 "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .gemini/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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 CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gateInstalls 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 CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/call-transcript-reliability-gate .github/skills/call-transcript-reliability-gate && 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 "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .github/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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 CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install CALLE-AI/awesome-phone-call-agents call-transcript-reliability-gate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/CALLE-AI/awesome-phone-call-agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/call-transcript-reliability-gate .opencode/skills/call-transcript-reliability-gate && 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 "call-transcript-reliability-gate" agent skill from https://github.com/CALLE-AI/awesome-phone-call-agents/tree/main/skills/call-transcript-reliability-gate into .opencode/skills/call-transcript-reliability-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "call-transcript-reliability-gate", 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.
Facts
- Skill name
call-transcript-reliability-gate- GitHub stars
- 106
- Token cost
- ~1.3k tokens
- SKILL.md length
- 585 words
- Files
- 8 (incl. scripts, references)
- Skills in repo
- 98
- Repo updated
- First seen
- Licence
- MIT
At a glance
Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts…
- Tasks that involve Meeting notes and agendas
- SKILL.md covers When To Use, When Not To Use, Workflow and Scientific Foundation, plus 1 more section
- Runs Python scripts from its folder; calls python3
- Tasks that involve Speech recognition and synthesis
What it does
Call Transcript Reliability Gate is an agent skill from CALLE-AI/awesome-phone-call-agents. Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts ASR-risk-aware goals. It is not proof of hallucination, not a transcription accuracy certificate, and not authorization to act.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `references/example-transcript-clean.json`, `references/example-transcript-unusable.json` and `references/example-transcript.json`).
It sits in Media & Creative, covering Meeting notes and agendas, Speech recognition and synthesis and Transcription. The repository describes itself as: Portable phone-call Agent Skills, apps, examples, adapters, and scheduler recipes for AI agents. The licence is MIT.
When your agent uses it
- Tasks that involve Meeting notes and agendas
- Tasks that involve Speech recognition and synthesis
- Tasks that involve Transcription
Example prompts
- “/call-transcript-reliability-gate”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit ae5f78f. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Call Transcript Reliability Gate loads about 1.3k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 585 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from CALLE-AI/awesome-phone-call-agents at commit ae5f78f, republished under its MIT licence (© CALLE-AI). 585 words, ~1,317 tokens.
Download SKILL.mdSave it as
.claude/skills/call-transcript-reliability-gate/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- call-transcript-reliability-gate
- description
- Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts ASR-risk-aware goals. It is not proof of hallucination, not a transcription accuracy certificate, and not authorization to act.
- license
- MIT
call-transcript-reliability-gate
Before you trust what the phone heard, check how it was written down.
Every verification skill in this repository - call-review,
verity-verification-core, provenance-grade, exact-ref - starts from the
same assumption: the transcript is ground truth. This skill audits that
assumption. Speech-to-text systems hallucinate fluent text with no basis in
the audio, and those hallucinations disproportionately appear as loops,
caption-credit boilerplate, and even harmful phantom content. A downstream
verdict built on a hallucinated confirmation is wrong with perfect
confidence.
When To Use
- after any CALL-E call whose result will be written somewhere (booking, record update, payment) and before other transcript skills consume it
- when a summary contains values the transcript turns seem to repeat oddly, or boilerplate no phone caller would say
- before placing a number-critical call, to craft a goal that reduces transcription risk in the first place
When Not To Use
- to prove the provider hallucinated; text signals are advisory reasons to re-confirm, not verdicts about the audio
- during a call; this is strictly post-call transcript analysis plus pre-call goal crafting, because CALL-E exposes transcripts, not live audio
- as a replacement for word-level confidence scores; CALL-E does not expose them, and this skill says so
- to authorize any action; verdicts route work to humans, they never permit anything
Workflow
Gate a finished call
python3 scripts/transcript_reliability_gate.py analyze --transcript path/to/call-result.jsonReads the real get_call_run result shape ({status, result: {transcript}})
or the flat shape used by sibling skill fixtures. Emits a card:
verdict:RELIABLE/SUSPECT/UNUSABLEevidence: turn index, masked span, matched rulessignals_summary: counts per rule -loop_repetition(same 3+-word phrase repeated 3+ times in one turn),boilerplate_phantom(caption credits and video boilerplate that non-speech audio triggers),harm_violence/harm_extremism/harm_slur_prefix(documented hallucination harm categories - always routed to human review),non_english_insertion(script switch mid-call),empty_turn,no_callee_turns,single_turn_call,extreme_turn_length,empty_word_contentfields_to_reconfirm: numbers and date words inside suspect turns, maskedrecommended_action:proceed_with_caution,reverify_key_fields, ordo_not_act_on_transcript
Confidence is not claimed. Labels are fixed heuristic outcomes, not empirically calibrated probabilities, and every card says so.
Craft an ASR-risk-aware goal
python3 scripts/transcript_reliability_gate.py craft --scenario number-critical-callEmits the plan_call inputs JSON whose goal instructs digit-by-digit values, read-back requests, and keep-talking-during-holds behavior, so analysis and the next call stay consistent.
Show full SKILL.md (236 more words)Show less
Scientific Foundation
| Research | Relevance |
|---|---|
| Careless Whisper: Speech-to-Text Hallucination Harms (Koenecke et al., ACM FAccT 2024, arXiv 2402.08021) | Documents hallucination rates and the harm taxonomy (38% of studied hallucinations contain explicit harms) our harm rules approximate |
| Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models (Atwany et al., ACL 2025, arXiv 2502.12414) | Grounds the distribution-shift framing behind the language-switch and extreme-shape signals |
| Investigation of Whisper ASR Hallucinations Induced by Non-Speech Audio (Baranski et al., 2025, arXiv 2501.11378) | Grounds the boilerplate-phantom rules: music and silence trigger caption-credit text |
| From Text Metrics to Model Internals: A Study of Whisper ASR Hallucination Detection (Jasinski et al., Interspeech 2026, arXiv 2606.23060) | Establishes text-based hallucination detection as a paradigm on human-annotated data; our detectors are a text-only approximation of it |
CALL-E exposes transcripts without word-level confidence or audio, so this
skill implements the text-side approximation and labels every output
analysis_mode: "heuristic". Citation notes: the FAcct paper's exact title
says "Speech-to-Text", and the Interspeech study's HALAS dataset is
human-annotated - our rules were not trained on it.
Differences from sibling skills
call-reviewaudits whether a trusted transcript supports the structured result; this skill gates whether the transcript itself is trustworthy enough to audit.provenance-gradegrades how the callee knew what they said; this skill grades whether what they said was even transcribed faithfully.conversation-clarifyresolves ambiguity by placing a call; this skill reduces ambiguity creation in the next call's goal.
© CALLE-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 7 other files (scripts, references) in skills/call-transcript-reliability-gate of CALLE-AI/awesome-phone-call-agents.
- SKILL.md
- references/example-transcript-clean.json
- references/example-transcript-unusable.json
- references/example-transcript.json
- references/examples.md
- references/safety.md
- scripts/test_transcript_reliability_gate.py
- scripts/transcript_reliability_gate.py
Open the folder on GitHubat commit ae5f78f
Compare with similar skills
Call Transcript Reliability Gate 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 |
|---|---|---|---|---|---|---|
| Call Transcript Reliability Gate this skillCALLE-AI/awesome-phone-call-agents | 106 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Transcript Fixerdaymade/claude-code-skills | 1.4k | — | ~10k | Automated safety check: Pass | MIT | |
| Summarize Callreysu/ai-life-skills | 270 | — | ~3.8k | Automated safety check: Notes | MIT | |
| Watch Videocoreyhaines31/makerskills | 848 | — | ~3.7k | Automated safety check: Pass | MIT | |
| Transcribegnekt/My-Brain-Is-Full-Crew | 3.9k | — | ~5k | Automated safety check: Pass | Custom licence | |
| Audio Transcriptionmitsuhiko/agent-stuff | 3.2k | — | ~1k | Automated safety check: Pass | Apache-2.0 |
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Watch Video
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Related
Questions about Call Transcript Reliability Gate
What does Call Transcript Reliability Gate do?
Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts…. Call Transcript Reliability Gate is an agent skill from CALLE-AI/awesome-phone-call-agents. Offline experimental CALL-E transcript auditor that grades a returned transcript RELIABLE, SUSPECT, or UNUSABLE from text-visible ASR-hallucination symptoms before anything acts on it, and crafts ASR-risk-aware goals.
When should I use Call Transcript Reliability Gate?
Call Transcript Reliability Gate fits situations like: tasks that involve Meeting notes and agendas; tasks that involve Speech recognition and synthesis; tasks that involve Transcription.
How do I install Call Transcript Reliability Gate in Claude Code?
Run `npx skills add CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a claude-code`. Or copy the skill folder (skills/call-transcript-reliability-gate in CALLE-AI/awesome-phone-call-agents) into .claude/skills/call-transcript-reliability-gate in your project. Claude Code loads it when a task matches its description.
How do I install Call Transcript Reliability Gate in Codex?
Run `npx skills add CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a codex`. Or copy the skill folder (skills/call-transcript-reliability-gate in CALLE-AI/awesome-phone-call-agents) into .agents/skills/call-transcript-reliability-gate in your project. Codex loads it when a task matches its description.
Can I use Call Transcript Reliability Gate in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add CALLE-AI/awesome-phone-call-agents --skill call-transcript-reliability-gate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/call-transcript-reliability-gate, .gemini/skills/call-transcript-reliability-gate, .github/skills/call-transcript-reliability-gate and .opencode/skills/call-transcript-reliability-gate in your project.
What does Call Transcript Reliability Gate need to run?
Going by SKILL.md and its folder, Call Transcript Reliability Gate needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Call Transcript Reliability Gate access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Call Transcript Reliability Gate safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Call Transcript Reliability Gate use?
Call Transcript Reliability Gate is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Call Transcript Reliability Gate use?
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.5k tokens, read only when the agent opens those files.
What are the alternatives to Call Transcript Reliability Gate?
Skills that share tags, products or a category with Call Transcript Reliability Gate: Transcript Fixer (daymade/claude-code-skills, 1.4k stars), Summarize Call (reysu/ai-life-skills, 270 stars), Watch Video (coreyhaines31/makerskills, 848 stars) and Transcribe (gnekt/My-Brain-Is-Full-Crew, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Call Transcript Reliability Gate?
CALLE-AI (a GitHub organization) maintains it in CALLE-AI/awesome-phone-call-agents, which has 106 GitHub stars. The repository holds 98 skills in this directory. The repository was last updated on October 8, 2026.
Source: CALLE-AI/awesome-phone-call-agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.