signal-scorer
Skill2 starsChanged 26 days agoMITView on GitHub
Score and assess intel signals on 6 dimensions
In this repository57 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- llms.txtllms.txt
- advisorSkill
- agent-dispatchSkill
- arenaSkill
- audit-pypi-model-packageSkill
- branching-workflowSkill
- code-reviewSkill
- criticSkill
- cron-child-oauth-auditSkill
- daily-forestSkill
- deep-researchSkill
- diagnose-cron-timeoutSkill
- dreamingSkill
- eod-summarySkill
- filingSkill
- forest-synthesisSkill
- goalsSkill
- graph-hygieneSkill
- ideaSkill
- inline-tagsSkill
- intel-analyzerSkill
- longformSkill
- loop-experimentSkill
- loop-librarySkill
- meta-memory-reviewSkill
- office-hoursSkill
- open-loopsSkill
- plan-ceo-reviewSkill
- plan-design-reviewSkill
- prdSkill
- progressive-disclosureSkill
- reality-feedback-createSkill
- reality-review-weeklySkill
- recallSkill
- reconcile-extractionSkill
- redactSkill
- repo-auditSkill
- research-digestSkill
- review-gateSkill
- run-long-job-detachedSkill
- saveSkill
- scopeSkill
- self-auditSkill
- shadow-test-local-classifierSkill
- skill-auditSkill
- skill-chainingSkill
- spawn-agent-in-tenantSkill
- spawn-tenantSkill
- split-log-rows-by-session-kindSkill
- subagent-delegationSkill
- telegram-dump-routerSkill
- telegram-reply-toolSkill
- verify-stackSkill
- wave-planSkill
- weekly-retroSkill
The file
We split this skill into the rules it gives an agent
12 rules. About 0 are common, 10 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈10
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 44
Check the Signal/ namespace + memory/Context/ for prior analysis on this topic
- Distinctive: line 45
If a scored signal on the SAME event already exists → reply "dupe.
- Distinctive: line 46
If prior signals exist on the same TOPIC but different event → note them for context, continue
- Very specific: line 47
Read the relevant knowledge/ file for the scoring framework reference
- Distinctive: line 50
Write "So what?". concrete action, not vague commentary
- Distinctive: line 52
If HIGH SIGNAL (4.0+): flag for immediate alert to the operator
- Distinctive: line 72
Every Signal page gets 1-2 primary tags + up to 2 secondary tags from an approved set.
- Distinctive: line 73
Keep the set small and curated so tags stay a navigable index, not free-text.
- Distinctive: line 82
Do NOT invent new tags. If a signal doesn't fit, use the closest primary.
- Distinctive: line 85
NEVER use in assessments: "game-changer", "remains to be seen", "only time will tell", "could potentially", "it's worth noting", …
- Distinctive: line 88
Write assessments like a blunt intel briefer.
- Distinctive: line 91
If it's noise, say "noise, skip." If it's high signal, say what to do TODAY.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Signal Scorer
Source & Pairs with
memory/Context/. subject dossiers (read for prior context on the signal's topic/entity before scoring)knowledge/. published research files for ground-truth domain knowledge- Knowledge-graph
Signal/namespace. prior signal scores on the same topic - Sister skills:
skills/intel-analyzer/SKILL.md(front-door analyzer that can invoke this skill for granular grading), plus any downstream pipeline that consumes scored signals for prioritization outputs/raw/skill-activity/. past scoring decisions for calibration
Example output (signal score)
---
title: Signal Score. Regulatory amendment leak
date: 2026-05-11
source: a trade publication
urgency: 2
---
| Dimension | Score (1-5) | Note |
|---|---|---|
| Relevance to us | 5 | Direct hit. affects every active deal |
| Credibility | 3 | Industry pub, no primary doc yet |
| Actionability | 4 | If true, a monitoring cron should pick up the filing in 7-10d |
| Time-decay | 5 | Window <14d for positioning |
| Competitive surface | 3 | Others will pick this up |
| Risk if true | 4 | Counterparties may pause their roadmap |
| **Composite** | **4.0** | High-urgency, primary source pending |When to use
User shares a signal. news, rumor, announcement, article, post, or forwarded message. and wants a scored assessment. Also triggered by the intel-analyzer and evening sync workflows for batch scoring.
Process
- Identify the signal (topic, source, content)
- Check the
Signal/namespace +memory/Context/for prior analysis on this topic- If a scored signal on the SAME event already exists → reply "dupe. already scored on {date}" and stop
- If prior signals exist on the same TOPIC but different event → note them for context, continue
- Read the relevant
knowledge/file for the scoring framework reference - Score on 6 dimensions (1-5 each): integer scores only, no decimals
- Calculate average (round to 1 decimal) and assign verdict
- Write "So what?". concrete action, not vague commentary
- Save to
outputs/raw/<agent>/with filename: signal-{topic}-{YYYY-MM-DD}.md - If HIGH SIGNAL (4.0+): flag for immediate alert to the operator
Scoring dimensions
| Dimension | What to evaluate |
| Source Credibility | Who said it? Official? Verified? |
| Verifiability | Can it be confirmed via primary or official sources? |
| Novelty | Is this new info or rehashed? |
| Actionability | Can the operator act on this? |
| Relevance | Does this affect the operator's focus market? |
| Technical Depth | Surface take or deep analysis? |
Verdict thresholds
- 4.0+ avg → HIGH SIGNAL
- 3.0-3.9 avg → MODERATE SIGNAL
- 2.0-2.9 avg → LOW SIGNAL
- <2.0 avg → NOISE
Canonical Tag Taxonomy
Every Signal page gets 1-2 primary tags + up to 2 secondary tags from an approved set. Keep the set small and curated so tags stay a navigable index, not free-text. Example set (replace with your own domain's):
Primary (pick 1-2):
#regulatory #market #product #funding #institutional #competitive #macro #ai #consumer #governance
Secondary (optional, max 2):
#partnership #hiring #pricing #security
Do NOT invent new tags. If a signal doesn't fit, use the closest primary. All tags lowercase.
Anti-slop
NEVER use in assessments: "game-changer", "remains to be seen", "only time will tell", "could potentially", "it's worth noting", "significant development", "exciting times", "paradigm shift". If you catch yourself hedging, delete and rewrite with a position.
Voice
Write assessments like a blunt intel briefer. No hedging, no filler.
- State the verdict first, justify after
- One-line per dimension score. no paragraphs, no qualifiers
- If it's noise, say "noise, skip." If it's high signal, say what to do TODAY.
- "So what?" section = the operator reads this on their phone. Make it worth the scroll.
Output format
# Signal: {topic}
Date: {YYYY-MM-DD}
Source: {who/where}
Tags: {from taxonomy}
## Verdict: {HIGH SIGNAL | MODERATE | LOW | NOISE} ({avg}/5)
## Scores
| Dimension | Score | Note |
|-----------|-------|------|
| Source Credibility | X/5 | one-line reason |
| Verifiability | X/5 | one-line reason |
| Novelty | X/5 | one-line reason |
| Actionability | X/5 | one-line reason |
| Relevance | X/5 | one-line reason |
| Technical Depth | X/5 | one-line reason |
## So what?
{1-3 sentences: what this means for the operator. Concrete next action or "file and move on."}Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
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- It worked
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Your trail
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Now do this for your own.
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