Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics.
Install Fingerprinting Guide
$ npx skills add Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Paresh-Maheshwari/morphe-ai fingerprinting-guide --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/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .claude/skills/fingerprinting-guide && 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 "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .claude/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guideType 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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Paresh-Maheshwari/morphe-ai fingerprinting-guide --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .agents/skills/fingerprinting-guide && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .agents/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Paresh-Maheshwari/morphe-ai fingerprinting-guide --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .cursor/skills/fingerprinting-guide && 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 "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .cursor/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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/Paresh-Maheshwari/morphe-ai.git --path .kiro/skills/fingerprinting-guide--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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Paresh-Maheshwari/morphe-ai fingerprinting-guide --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .gemini/skills/fingerprinting-guide && 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 "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .gemini/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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 Paresh-Maheshwari/morphe-ai fingerprinting-guideInstalls 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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .github/skills/fingerprinting-guide && 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 "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .github/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Paresh-Maheshwari/morphe-ai fingerprinting-guide --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Paresh-Maheshwari/morphe-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.kiro/skills/fingerprinting-guide .opencode/skills/fingerprinting-guide && 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 "fingerprinting-guide" agent skill from https://github.com/Paresh-Maheshwari/morphe-ai/tree/main/.kiro/skills/fingerprinting-guide into .opencode/skills/fingerprinting-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fingerprinting-guide", 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
fingerprinting-guide- GitHub stars
- 178
- Token cost
- ~2.4k tokens
- SKILL.md length
- 567 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- GPL-3.0
At a glance
Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics.
- Works in 2 steps: Preferred — ordered via filters: filters… → Unordered via strings: strings =…
- Creating fingerprints
- SKILL.md covers Fingerprint Declaration —…, Access Flags — Exact Bitmask, Filter Types and InstructionLocation Options, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Fingerprinting Guide is an agent skill from Paresh-Maheshwari/morphe-ai. Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics. Use when creating fingerprints, debugging fingerprint match failures, or understanding how filters work.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Debugging. The repository describes itself as: Morphe's AI-powered Android APK patching workspace — multi-agent pipeline for APK analysis, target hunting, patch writing & deployment. The licence is GPL-3.0.
When your agent uses it
- Creating fingerprints
- Debugging fingerprint match failures
- Understanding how filters work
Example prompts
- “/fingerprinting-guide”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Preferred — ordered via filters: filters = listOf(string("foo"), string("bar")) — order must match target method
- Unordered via strings: strings = listOf("foo", "bar") — matches in any order, useful for enums with many strings
What it can do on your machine
Read from SKILL.md and the folder at commit 2d7fde2. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are kotlin).
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
Fingerprinting Guide loads about 2.4k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 567 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from Paresh-Maheshwari/morphe-ai at commit 2d7fde2, republished under its GPL-3.0 licence (© Paresh-Maheshwari). 567 words, ~2,385 tokens.
Download SKILL.mdSave it as
.claude/skills/fingerprinting-guide/SKILL.md (or your agent's skills folder).- name
- fingerprinting-guide
- description
- Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics. Use when creating fingerprints, debugging fingerprint match failures, or understanding how filters work.
When to use: User needs to create or debug fingerprints. NEVER use obfuscated names. Always verify against smali, not jadx. Use
filters(ordered) overstrings(unordered). Declare asobjectclasses for named stack traces.
Morphe Fingerprinting — Official Reference
⚠️ Pinned source: morphe-patcher
6f189f9. Official docs may lag the source — the pinned source wins if anything contradicts this file.
A fingerprint is a partial description of a method used to uniquely match it by stable characteristics that survive app updates. Obfuscated names change every release — fingerprints match on return type, access flags, parameters, and instruction patterns instead.
Fingerprint Declaration — Preferred Style
Declare as object classes — this gives named stack traces when a fingerprint fails to match:
object MyFingerprint : Fingerprint(
definingClass = "Lcom/example/Class;", // StringComparisonType semantics
name = "methodName", // Only for non-obfuscated methods
accessFlags = listOf(AccessFlags.PUBLIC, AccessFlags.STATIC, AccessFlags.FINAL),
returnType = "Z",
parameters = listOf("Ljava/lang/String;", "I", "L"), // "L" for obfuscated classes
// Ordered instruction filters (must appear in same order as target method)
filters = listOf(
fieldAccess(opcode = Opcode.IGET, definingClass = "this", type = "Ljava/util/Map;"),
string("showBannerAds"),
methodCall(definingClass = "Ljava/lang/String;", name = "equals"),
opcode(Opcode.MOVE_RESULT, InstructionLocation.MatchAfterImmediately()),
literal(1337),
opcode(Opcode.IF_EQ),
),
// Unordered string matching (for methods with many strings in random order)
strings = listOf("unordered1", "unordered2"),
// Custom predicate
custom = { method, classDef -> classDef.type == "Lcom/target/Class;" },
// Find class via another fingerprint first
classFingerprint = AnotherFingerprint,
)The old DSL builder (fingerprint { … }) is deprecated. Always use object X : Fingerprint(…).
Access Flags — Exact Bitmask
accessFlags matches the exact bitmask. Every flag present in the method must be listed:
// ✅ Public static — list both
accessFlags = listOf(AccessFlags.PUBLIC, AccessFlags.STATIC)
// ✅ Public static final — list all three
accessFlags = listOf(AccessFlags.PUBLIC, AccessFlags.STATIC, AccessFlags.FINAL)
// ❌ Wrong — won't match a "public static final" method if FINAL is omitted
accessFlags = listOf(AccessFlags.PUBLIC, AccessFlags.STATIC)Always verify the exact flags from smali. The common ones:
| AccessFlags value | Smali keyword |
|---|---|
PUBLIC | public |
PRIVATE | private |
PROTECTED | protected |
STATIC | static |
FINAL | final |
ABSTRACT | abstract |
CONSTRUCTOR | constructor (<init>) |
SYNTHETIC | synthetic |
Filter Types
| Filter | Usage |
|---|---|
string("text") | Match const-string instruction (EQUALS by default) |
string("text", StringComparisonType.CONTAINS) | Match string with custom comparison |
methodCall(definingClass, name, parameters, returnType) | Match invoke-* instruction |
methodCall(smali = "Landroid/net/Uri;->parse(...)Landroid/net/Uri;") | Smali shorthand |
fieldAccess(opcode, definingClass, name, type) | Match field get/put |
fieldAccess(smali = "Landroid/os/Build;->MODEL:Ljava/lang/String;") | Smali shorthand |
opcode(Opcode.X) | Match specific opcode |
literal(value) | Match const literal (Long, Int, Double, Float, or () -> Long? lambda) |
resourceLiteral(ResourceType.ID, "view_name") | Match resource ID literal |
newInstance("Lcom/example/Foo;") | Match new-instance / new-array |
instanceOf("Lcom/example/Foo;") | Match instance-of |
checkCast("Lcom/example/Foo;") | Match check-cast |
anyInstruction(f1, f2) | Match any alternative (for version differences) |
For methodCall, fieldAccess, newInstance, instanceOf, and checkCast, the comparison
type is inferred from the type declaration: exact types (e.g. Lcom/Foo;) use EQUALS, prefixes
(e.g. Lcom/) use STARTS_WITH, and suffixes (e.g. /Foo;) use ENDS_WITH.
InstructionLocation Options
| Location | Description |
|---|---|
MatchAfterAnywhere() | Default — match anywhere after previous filter |
MatchAfterImmediately() | Must be immediately after previous filter (MOVE_RESULT etc.) |
MatchAfterWithin(n) | Within n unmatched instructions of previous filter |
MatchFirst() | First instruction of method; only valid for first filter |
MatchAfterAtLeast | Deprecated — avoid; will be removed |
MatchAfterRange | Deprecated — avoid; will be removed |
Show full SKILL.md (230 more words)Show less
String Declarations — Two Ways
- Preferred — ordered via filters:
filters = listOf(string("foo"), string("bar"))— order must match target method - Unordered via strings:
strings = listOf("foo", "bar")— matches in any order, useful for enums with many strings
Using Fingerprints in Patches
execute {
// Auto-matches on first access, cached for reuse
MyFingerprint.method.addInstructions(0, "...")
// Access instruction match indices (only when filters are declared)
val index = MyFingerprint.instructionMatches[0].index
val reg = MyFingerprint.instructionMatches[0].getInstruction<OneRegisterInstruction>().registerA
// Null-safe instructionMatches — doesn't throw if no filters
val matchesOrNull = MyFingerprint.instructionMatchesOrNull
// Navigate to called method from a methodCall filter match
val calledMethod = MyFingerprint.instructionMatches[0].getMethodCalled()
// Navigate to accessed field from a fieldAccess filter match
val field = MyFingerprint.instructionMatches[1].getFieldAccessed()
// Access class
val classDef = MyFingerprint.originalClassDef
// Null-safe access
val methodOrNull = MyFingerprint.methodOrNull
// Match all occurrences — with optional count range
Fingerprint(filters = listOf(string("target"))).matchAll()
.forEach { match -> match.method.apply { /* modify */ } }
// Match all, require exactly 2–4 matches
MyFingerprint.matchAll(2..4).forEach { /* … */ }
// Manual matching in specific class
MyFingerprint.match(SomeOtherFingerprint.originalClassDef)
}Fingerprint Properties
| Property | Returns | On no match |
|---|---|---|
originalClassDef | Immutable class | Exception |
originalClassDefOrNull | Immutable class | null |
originalMethod | Immutable method | null |
classDef | Mutable class (replaces original) | Exception |
method | Mutable method (replaces original) | Exception |
methodOrNull | Mutable method | null |
instructionMatches | List<InstructionMatch> | Exception if no filters |
instructionMatchesOrNull | List<InstructionMatch>? | null |
Use original* for read-only access (avoids creating mutable copy).
Class-Based Fingerprint Chaining
Find class via one fingerprint, then find method within it:
object AdClassFingerprint : Fingerprint(
name = "toString",
strings = listOf("classField="),
)
object ShowAdFingerprint : Fingerprint(
classFingerprint = AdClassFingerprint,
returnType = "Z",
filters = listOf(
methodCall(name = "getValue", returnType = "Z"),
opcode(Opcode.MOVE_RESULT, InstructionLocation.MatchAfterImmediately()),
)
)Dynamic Fingerprints (using prior match results)
execute {
val dynamicFingerprint = Fingerprint(
definingClass = SomeFingerprint.originalClassDef.type,
returnType = "V",
filters = listOf(fieldAccess(opcode = Opcode.IPUT_BOOLEAN, reference = someField))
)
dynamicFingerprint.method.apply { /* modify */ }
}Multiple Modifications — Index Safety
When modifying multiple instructions, work from last index to first:
AdLoaderFingerprint.let {
// Last filter first
val filter6 = it.instructionMatches[5]
it.method.removeInstruction(filter6.index)
// Then earlier filter
val filter4 = it.instructionMatches[3]
val reg = filter4.getInstruction<OneRegisterInstruction>().registerA
it.method.addInstructions(filter4.index + 1, "const/4 v$reg, 0x0")
}Or use clearMatch() + match() to refresh indices after modifications.
Critical Rules
- NEVER use obfuscated class/method names (
a,b,H) - Non-obfuscated names (
isPremium,getEntitlements) are safe - Filters must appear in same order as target method instructions
- Declare as
objectclasses for named stack traces on match failure — preferred - Always verify against smali bytecode, not jadx Java output
- Fingerprints match once and cache — safe to share between patches
- Use
"L"for obfuscated parameter types - Use
definingClass = "this"for self-referencing fields accessFlagsis an exact bitmask — list every flag present in smali- Do not use
MatchAfterAtLeastorMatchAfterRange— both deprecated parametersStartsWithis renamed toparametersMatch— use the new name
© Paresh-Maheshwari, GPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .kiro/skills/fingerprinting-guide of Paresh-Maheshwari/morphe-ai.
Open the folder on GitHubat commit 2d7fde2
Compare with similar skills
Fingerprinting Guide 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 |
|---|---|---|---|---|---|---|
| Fingerprinting Guide this skillParesh-Maheshwari/morphe-ai | 178 | — | ~2.4k | Automated safety check: Pass | GPL-3.0 | |
| Trellis Session Insightmindfold-ai/Trellis | 15k | 4 repos | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Debugging Executionsn8n-io/n8n | 207k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Aoti Debugpytorch/pytorch | 104k | 1 repos | ~1.7k | Automated safety check: Pass | Custom licence | |
| Herdr Throwaway Reproductionherdrdev/herdr | 43k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 |
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Native Data Fetching
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
- Official
Debugging Executions
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
Aoti Debug
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
Herdr Throwaway Reproduction
herdrdev/herdr
Runs a disposable, uniquely named Herdr session inside an existing one so runtime, pane, terminal or API bugs can be reproduced without touching the main session.
Systematic Debugging
ultralisp/ultralisp
A skill your agent uses when encountering any bug, test failure, or unexpected behavior, before proposing fixes
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Related
Categories
Questions about Fingerprinting Guide
What does Fingerprinting Guide do?
Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics. Fingerprinting Guide is an agent skill from Paresh-Maheshwari/morphe-ai. Complete guide to Morphe fingerprinting — how to identify obfuscated methods using stable characteristics.
When should I use Fingerprinting Guide?
Fingerprinting Guide fits situations like: creating fingerprints; debugging fingerprint match failures; understanding how filters work.
How do I install Fingerprinting Guide in Claude Code?
Run `npx skills add Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a claude-code`. Or copy the skill folder (.kiro/skills/fingerprinting-guide in Paresh-Maheshwari/morphe-ai) into .claude/skills/fingerprinting-guide in your project. Claude Code loads it when a task matches its description.
How do I install Fingerprinting Guide in Codex?
Run `npx skills add Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a codex`. Or copy the skill folder (.kiro/skills/fingerprinting-guide in Paresh-Maheshwari/morphe-ai) into .agents/skills/fingerprinting-guide in your project. Codex loads it when a task matches its description.
Can I use Fingerprinting Guide 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 Paresh-Maheshwari/morphe-ai --skill fingerprinting-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fingerprinting-guide, .gemini/skills/fingerprinting-guide, .github/skills/fingerprinting-guide and .opencode/skills/fingerprinting-guide in your project.
What does Fingerprinting Guide need to run?
SKILL.md names no scripts, command-line tools or credentials: Fingerprinting Guide is instructions for the agent only.
Does Fingerprinting Guide 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 Fingerprinting Guide 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. Review the folder before installing.
What licence does Fingerprinting Guide use?
Fingerprinting Guide is published under the GPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Fingerprinting Guide use?
About 2.4k tokens (SKILL.md is roughly 9.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Fingerprinting Guide?
Skills that share tags, products or a category with Fingerprinting Guide: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Aoti Debug (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Fingerprinting Guide?
Paresh-Maheshwari (a GitHub user) maintains it in Paresh-Maheshwari/morphe-ai, which has 178 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 29, 2026.
Source: Paresh-Maheshwari/morphe-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.